She stretched languidly on her bed, basking in the afternoon sun that streamed through the window. Her roommate, Olivia, was glued to her computer screen, her face a mask of concentration. Sarah knew better. She knew about Olivia's secret crush on a certain professor, her insecurities about her weight, and her occasional bouts of crippling self-doubt.

She flipped through a magazine, glancing up every few seconds to assess Olivia's reaction. It was a delicious game, this little dance of deception.

"Working hard?" she asked, her voice smooth. Olivia jumped, startled. Sarah suppressed a smile. She closed her journal and placed it in the drawer under her bed.

Emotion: smug

Cluster: Positive / Joy
PC1 (Valence): 3.43 Positive
PC2 (Disposition): 1.71

Role in Research

This story is one of 1,000 stories generated for the emotion smug. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 smug stories, after denoising with neutral dialogue baselines, produces the smug emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the smug vector is projected through the unembedding matrix.

Promoted:
de1.109
l0.615
la0.585
😎0.570
😉0.564
Suppressed:
S-0.579
own-0.486
💔-0.483
😞-0.464
😣-0.455